During July 2025, contributed to the aws/sagemaker-hyperpod-cli repository by enhancing Kubernetes Custom Resource Definitions to support fine-grained autoscaling for SageMaker HyperPod inference endpoints. The work introduced the ActivationTargetValue field, enabling operators to specify activation thresholds for CloudWatch and Prometheus metrics directly within the CRDs. This schema evolution improved scaling responsiveness and reduced the need for manual tuning, supporting more predictable and cost-efficient production deployments. The approach focused on operator readiness and maintainability, leveraging skills in Kubernetes, Infrastructure as Code, and CloudFormation, and was implemented primarily in YAML. No major bugs were addressed, as efforts centered on feature development.